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Cognitive Horizon
The practice

01 / AI & machine learning

Intelligence, with judgment.

The model is one part of the system. Retrieval, evaluation, failure handling, and the human decision around it deserve the same attention.

The question underneath

What happens when the model is wrong?

Define the acceptable error before choosing the model. Separate confident automation from the decisions that still need a person.

Scope of practice

What the work
can include.

  1. 01Retrieval and document intelligence
  2. 02Agentic workflows and model integration
  3. 03Evaluation, guardrails, and MLOps

Python / LLMs / pgvector / PyTorch

Discuss your constraints

A closer look

Related case studyDocuments, understood. Judgment, preserved.

The practice

AI, systems, and difficult software.
Independent in thought. Close to the work.

Decision record

Material study / generated photographic artwork

An artistic study of precision and information. Not a photograph of a client system or a company facility.

Find a closer look.

Aperture